Engineering leader who still writes code every day. I work with executives across healthcare, finance, retail, and tech to navigate the shift to AI-native software development. After two decades building and leading engineering teams, I focus on the human side of AI transformation: how leaders adapt, how teams evolve, and how companies avoid the common pitfalls of AI adoption. All opinions expressed here are my own.
Three frontier AI models from Anthropic, Google, and OpenAI arrived in December 2025. The gap between engineers using AI to reason through problems and those using it for autocomplete is widening every month.
A 2025 parody exploring how enterprise AI adoption recreated Office Space. Your measurement systems train top performers to do just enough. That is not their failure. It is yours.
Your 2025 AI decisions shape your 2028 reality. Learn why waiting for clarity is the riskiest strategy and how to build for capabilities that don’t exist yet.
Measure AI impact at the macro level by answering three critical questions before implementation: what you’re solving, how you’ll measure it, and who owns results.
Norman